Seventy commits over seventeen days — splitting paired image generation into independently-retried sides, adding an admin pipeline to promote user-generated images into the shared model reference pool, and a long tail of UX and prompt fixes
Five commits sealing four small production cracks — three-layer dedup for retry/regenerate/approve to stop duplicate GPU spend, self-healing TTL on the off-hours flag so a missed cron stops wedging the API, archive-card thumbnail fallback, and stale-while-revalidate caching for the credits pill
Reading the bmad-method agent orchestration framework alongside a Codex OAuth crash and a Claude Code thinking-block session-poisoning bug filed the same week to gauge the reliability of agentic coding primitives
Bundling four papers that landed around the same time into the three axes of trusting machine output better grounding stronger verification and measured hallucination
One hundred and fifty-three commits across three days — the canvas panel ships with four stage variants, the workflow consolidates from three gates to five with the key-concept planner at GATE 1, the bottom-drawer ApproveSheet is replaced by a slimmer ApproveBar plus output tabs, and partial-revision arrives so users can re-run a single card instead of the whole stage
One hundred and thirty-four commits in twenty-four hours — four PRs landing in sequence built the entire React frontend on top of an empty Zustand store, a brand-new projects API, and a Zod-validated SSE pipeline that turned worker events into store mutations
Twenty-seven commits in one day — moving the prototype to bitbucket, hardening the Node runtime with structured logging and graceful shutdown, drafting the single-EC2 deploy stack, and bootstrapping the React+Vite+TypeScript replacement for the mockup
How NVIDIA AnyFlow built on Wan2.1 uses on-policy flow map distillation to enable any-step video generation from a single set of weights
An analysis of the 90 percent discount Claude API proxy case that reframes model performance guarantees as an economic accounting unit rather than a mathematical proof
A breakdown of the spec-driven development workflow GitHub Spec Kit proposes, its extensibility model, and how it differs from vibe coding
